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Custom AI Development

Purpose-built AI models and pipelines tailored to your data, domain, and deployment constraints.

Not every problem fits a pre-trained model

Off-the-shelf AI works until it doesn't — your defect types are unique, your documents have domain-specific layouts, your audio environment has noise profiles no general model has seen. Custom AI development starts where general-purpose models hit their ceiling.

What we build

Domain-specific models

Optimised inference pipelines

Data engineering

How we work

1

Discovery & scoping — understand the problem, audit existing data, define success metrics

2

Prototype — fast iteration on model architecture and training. Weekly demos, not quarterly reports

3

Production hardening — optimise for your target hardware, integrate with your stack, validate at scale

4

Handoff & support — documentation, retraining pipelines, and ongoing model monitoring

Built on Hashtee's core

Custom models run on the same infrastructure as our products — Raru Runtime for vision, Longlichi for document intelligence, Obi for acoustics, Kundoo for speech. You get production-grade foundations, not science projects.